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@@ -98,11 +98,14 @@ sources; please also respect the licenses of the upstream datasets linked above.
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  If you use this dataset, please cite LOCOS and PopQA:
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  ```bibtex
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- @misc{gema2026locos,
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- title = {Logit-Contribution Scoring Identifies Non-Literal Retrieval Heads},
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- author = {Gema, Aryo Pradipta and Alex, Beatrice and Minervini, Pasquale},
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- year = {2026},
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- note = {Preprint forthcoming}
 
 
 
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  }
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  ```
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  If you use this dataset, please cite LOCOS and PopQA:
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  ```bibtex
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+ @article{gema2026locos,
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+ title={Logit-Contribution Scoring Identifies Non-Literal Retrieval Heads},
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+ author={Aryo Pradipta Gema and Beatrice Alex and Pasquale Minervini},
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+ year={2026},
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+ eprint={2607.01002},
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+ archivePrefix={arXiv},
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+ primaryClass={cs.CL},
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+ url={https://arxiv.org/abs/2607.01002},
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  }
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  ```
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